Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 9564 |
| Missing cells | 4636 |
| Missing cells (%) | 2.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 3 |
koi_limbdark_mod has constant value "Claret (2011 A&A 529 75) ATLAS LS" | Constant |
koi_period is highly correlated with koi_dor | High correlation |
koi_time0bk is highly correlated with koi_time0 | High correlation |
koi_time0 is highly correlated with koi_time0bk | High correlation |
koi_impact is highly correlated with koi_ror | High correlation |
koi_ror is highly correlated with koi_impact | High correlation |
koi_dor is highly correlated with koi_period | High correlation |
koi_ldm_coeff2 is highly correlated with koi_ldm_coeff1 | High correlation |
koi_ldm_coeff1 is highly correlated with koi_ldm_coeff2 | High correlation |
koi_parm_prov is highly correlated with koi_limbdark_mod | High correlation |
koi_limbdark_mod is highly correlated with koi_parm_prov and 1 other fields | High correlation |
koi_fittype is highly correlated with koi_limbdark_mod | High correlation |
koi_impact has 363 (3.8%) missing values | Missing |
koi_depth has 363 (3.8%) missing values | Missing |
koi_ror has 363 (3.8%) missing values | Missing |
koi_srho has 321 (3.4%) missing values | Missing |
koi_prad has 363 (3.8%) missing values | Missing |
koi_sma has 363 (3.8%) missing values | Missing |
koi_incl has 364 (3.8%) missing values | Missing |
koi_teq has 363 (3.8%) missing values | Missing |
koi_insol has 321 (3.4%) missing values | Missing |
koi_dor has 363 (3.8%) missing values | Missing |
koi_limbdark_mod has 363 (3.8%) missing values | Missing |
koi_ldm_coeff2 has 363 (3.8%) missing values | Missing |
koi_ldm_coeff1 has 363 (3.8%) missing values | Missing |
koi_period is highly skewed (γ1 = 96.4593262) | Skewed |
koi_impact is highly skewed (γ1 = 23.50594347) | Skewed |
koi_ror is highly skewed (γ1 = 23.96809624) | Skewed |
koi_prad is highly skewed (γ1 = 52.11895421) | Skewed |
koi_sma is highly skewed (γ1 = 54.10548219) | Skewed |
koi_insol is highly skewed (γ1 = 49.94777667) | Skewed |
koi_dor is highly skewed (γ1 = 90.61673425) | Skewed |
koi_period has unique values | Unique |
Reproduction
| Analysis started | 2021-04-02 22:04:50.692672 |
|---|---|
| Analysis finished | 2021-04-02 22:05:18.074236 |
| Duration | 27.38 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 9564 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.67135842 |
|---|---|
| Minimum | 0.241842544 |
| Maximum | 129995.7784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.241842544 |
|---|---|
| 5-th percentile | 0.7055094771 |
| Q1 | 2.733684197 |
| median | 9.75283067 |
| Q3 | 40.7151776 |
| 95-th percentile | 371.5625005 |
| Maximum | 129995.7784 |
| Range | 129995.5366 |
| Interquartile range (IQR) | 37.9814934 |
Descriptive statistics
| Standard deviation | 1334.744046 |
|---|---|
| Coefficient of variation (CV) | 17.63869546 |
| Kurtosis | 9389.730946 |
| Mean | 75.67135842 |
| Median Absolute Deviation (MAD) | 8.521484388 |
| Skewness | 96.4593262 |
| Sum | 723720.872 |
| Variance | 1781541.668 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 225.26213 | 1 | < 0.1% |
| 0.933759404 | 1 | < 0.1% |
| 103.363691 | 1 | < 0.1% |
| 43.08410127 | 1 | < 0.1% |
| 27.25471993 | 1 | < 0.1% |
| 50.4467417 | 1 | < 0.1% |
| 5.06318803 | 1 | < 0.1% |
| 375.408923 | 1 | < 0.1% |
| 1.674690886 | 1 | < 0.1% |
| 0.715825886 | 1 | < 0.1% |
| Other values (9554) | 9554 |
| Value | Count | Frequency (%) |
| 0.241842544 | 1 | |
| 0.259819659 | 1 | |
| 0.293630085 | 1 | |
| 0.299697755 | 1 | |
| 0.306702491 | 1 |
| Value | Count | Frequency (%) |
| 129995.7784 | 1 | |
| 2190.701035 | 1 | |
| 1693.663623 | 1 | |
| 1500.140677 | 1 | |
| 1500 | 1 |
| Distinct | 9538 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.1832508 |
|---|---|
| Minimum | 120.5159138 |
| Maximum | 1472.522306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 120.5159138 |
|---|---|
| 5-th percentile | 131.6994097 |
| Q1 | 132.7617175 |
| median | 137.224595 |
| Q3 | 170.6946035 |
| 95-th percentile | 329.477865 |
| Maximum | 1472.522306 |
| Range | 1352.006392 |
| Interquartile range (IQR) | 37.932886 |
Descriptive statistics
| Standard deviation | 67.91895958 |
|---|---|
| Coefficient of variation (CV) | 0.4086991875 |
| Kurtosis | 25.00426527 |
| Mean | 166.1832508 |
| Median Absolute Deviation (MAD) | 5.364939 |
| Skewness | 3.682070085 |
| Sum | 1589376.611 |
| Variance | 4612.98507 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 131.94499 | 2 | < 0.1% |
| 131.895 | 2 | < 0.1% |
| 131.99239 | 2 | < 0.1% |
| 132.762 | 2 | < 0.1% |
| 133.2612 | 2 | < 0.1% |
| 133.404 | 2 | < 0.1% |
| 131.8211 | 2 | < 0.1% |
| 131.5337 | 2 | < 0.1% |
| 132.6891 | 2 | < 0.1% |
| 131.97492 | 2 | < 0.1% |
| Other values (9528) | 9544 |
| Value | Count | Frequency (%) |
| 120.5159138 | 1 | |
| 120.5659254 | 1 | |
| 121.1194228 | 1 | |
| 121.293771 | 1 | |
| 121.3585417 | 1 |
| Value | Count | Frequency (%) |
| 1472.522306 | 1 | |
| 907.04471 | 1 | |
| 801.4552005 | 1 | |
| 746.1967676 | 1 | |
| 657.26877 | 1 |
| Distinct | 7445 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2454999.183 |
|---|---|
| Minimum | 2454953.516 |
| Maximum | 2456305.522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 2454953.516 |
|---|---|
| 5-th percentile | 2454964.699 |
| Q1 | 2454965.762 |
| median | 2454970.225 |
| Q3 | 2455003.695 |
| 95-th percentile | 2455162.478 |
| Maximum | 2456305.522 |
| Range | 1352.006 |
| Interquartile range (IQR) | 37.93275 |
Descriptive statistics
| Standard deviation | 67.91896004 |
|---|---|
| Coefficient of variation (CV) | 2.766557338 × 105 |
| Kurtosis | 25.00425718 |
| Mean | 2454999.183 |
| Median Absolute Deviation (MAD) | 5.365 |
| Skewness | 3.682070068 |
| Sum | 2.347961219 × 1010 |
| Variance | 4612.985133 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2454964.817 | 10 | 0.1% |
| 2454964.803 | 8 | 0.1% |
| 2454964.797 | 8 | 0.1% |
| 2454964.895 | 7 | 0.1% |
| 2454965.123 | 7 | 0.1% |
| 2454965.1 | 7 | 0.1% |
| 2454964.831 | 7 | 0.1% |
| 2454964.796 | 7 | 0.1% |
| 2454964.991 | 7 | 0.1% |
| 2454964.756 | 7 | 0.1% |
| Other values (7435) | 9489 |
| Value | Count | Frequency (%) |
| 2454953.516 | 1 | |
| 2454953.566 | 1 | |
| 2454954.119 | 1 | |
| 2454954.294 | 1 | |
| 2454954.359 | 1 |
| Value | Count | Frequency (%) |
| 2456305.522 | 1 | |
| 2455740.045 | 1 | |
| 2455634.455 | 1 | |
| 2455579.197 | 1 | |
| 2455490.269 | 1 |
| Distinct | 2406 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7351054777 |
|---|---|
| Minimum | 0 |
| Maximum | 100.806 |
| Zeros | 15 |
| Zeros (%) | 0.2% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.017 |
| Q1 | 0.197 |
| median | 0.537 |
| Q3 | 0.889 |
| 95-th percentile | 1.251 |
| Maximum | 100.806 |
| Range | 100.806 |
| Interquartile range (IQR) | 0.692 |
Descriptive statistics
| Standard deviation | 3.34883202 |
|---|---|
| Coefficient of variation (CV) | 4.555580284 |
| Kurtosis | 599.0571169 |
| Mean | 0.7351054777 |
| Median Absolute Deviation (MAD) | 0.345 |
| Skewness | 23.50594347 |
| Sum | 6763.7055 |
| Variance | 11.2146759 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.001 | 37 | 0.4% |
| 0.025 | 36 | 0.4% |
| 0.004 | 35 | 0.4% |
| 0.022 | 32 | 0.3% |
| 0.017 | 31 | 0.3% |
| 0.015 | 28 | 0.3% |
| 0.013 | 28 | 0.3% |
| 0.008 | 28 | 0.3% |
| 0.019 | 27 | 0.3% |
| 0.021 | 26 | 0.3% |
| Other values (2396) | 8893 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 0.0006 | 1 | < 0.1% |
| 0.001 | 37 | |
| 0.0011 | 1 | < 0.1% |
| 0.0012 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100.806 | 1 | |
| 100.196 | 1 | |
| 99.85 | 1 | |
| 98.6021 | 1 | |
| 88.7243 | 1 |
koi_duration
Real number (ℝ≥0)
| Distinct | 7834 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.621606392 |
|---|---|
| Minimum | 0.052 |
| Maximum | 138.54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.052 |
|---|---|
| 5-th percentile | 1.252135 |
| Q1 | 2.43775 |
| median | 3.7926 |
| Q3 | 6.2765 |
| 95-th percentile | 16.027 |
| Maximum | 138.54 |
| Range | 138.488 |
| Interquartile range (IQR) | 3.83875 |
Descriptive statistics
| Standard deviation | 6.471553737 |
|---|---|
| Coefficient of variation (CV) | 1.151192966 |
| Kurtosis | 64.12499518 |
| Mean | 5.621606392 |
| Median Absolute Deviation (MAD) | 1.6576 |
| Skewness | 5.928764864 |
| Sum | 53765.04353 |
| Variance | 41.88100777 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.15 | 6 | 0.1% |
| 2.09 | 6 | 0.1% |
| 2.71 | 6 | 0.1% |
| 2 | 6 | 0.1% |
| 1.55 | 6 | 0.1% |
| 2.952 | 5 | 0.1% |
| 2.752 | 5 | 0.1% |
| 1.683 | 5 | 0.1% |
| 2.469 | 5 | 0.1% |
| 1.22 | 4 | < 0.1% |
| Other values (7824) | 9510 |
| Value | Count | Frequency (%) |
| 0.052 | 1 | |
| 0.1046 | 1 | |
| 0.167 | 1 | |
| 0.1866 | 1 | |
| 0.222 | 1 |
| Value | Count | Frequency (%) |
| 138.54 | 1 | |
| 117.52 | 1 | |
| 90.95 | 1 | |
| 90.01 | 1 | |
| 88.1118 | 1 |
| Distinct | 2853 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23792.45353 |
|---|---|
| Minimum | 0 |
| Maximum | 1540000 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 47.6 |
| Q1 | 160 |
| median | 421 |
| Q3 | 1470 |
| 95-th percentile | 172000 |
| Maximum | 1540000 |
| Range | 1540000 |
| Interquartile range (IQR) | 1310 |
Descriptive statistics
| Standard deviation | 82243.16102 |
|---|---|
| Coefficient of variation (CV) | 3.456691044 |
| Kurtosis | 38.4731925 |
| Mean | 23792.45353 |
| Median Absolute Deviation (MAD) | 327.4 |
| Skewness | 5.259032492 |
| Sum | 218914364.9 |
| Variance | 6763937535 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 134 | 25 | 0.3% |
| 116 | 25 | 0.3% |
| 126 | 23 | 0.2% |
| 1030 | 22 | 0.2% |
| 117 | 22 | 0.2% |
| 1110 | 22 | 0.2% |
| 1040 | 22 | 0.2% |
| 120 | 22 | 0.2% |
| 115 | 21 | 0.2% |
| 1020 | 21 | 0.2% |
| Other values (2843) | 8976 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.8 | 1 | |
| 1.7 | 1 | |
| 4.5 | 1 | |
| 5.9 | 1 |
| Value | Count | Frequency (%) |
| 1540000 | 1 | |
| 922000 | 1 | |
| 907000 | 1 | |
| 902000 | 1 | |
| 894000 | 1 |
| Distinct | 8502 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2836462862 |
|---|---|
| Minimum | 0.001289 |
| Maximum | 99.870651 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.001289 |
|---|---|
| 5-th percentile | 0.006575 |
| Q1 | 0.012341 |
| median | 0.021076 |
| Q3 | 0.095348 |
| 95-th percentile | 0.552011 |
| Maximum | 99.870651 |
| Range | 99.869362 |
| Interquartile range (IQR) | 0.083007 |
Descriptive statistics
| Standard deviation | 3.306558165 |
|---|---|
| Coefficient of variation (CV) | 11.65732931 |
| Kurtosis | 615.5176723 |
| Mean | 0.2836462862 |
| Median Absolute Deviation (MAD) | 0.011301 |
| Skewness | 23.96809624 |
| Sum | 2609.829479 |
| Variance | 10.9333269 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.009854 | 4 | < 0.1% |
| 0.029843 | 4 | < 0.1% |
| 0.009013 | 4 | < 0.1% |
| 0.010427 | 3 | < 0.1% |
| 0.012708 | 3 | < 0.1% |
| 0.013564 | 3 | < 0.1% |
| 0.01252 | 3 | < 0.1% |
| 0.029607 | 3 | < 0.1% |
| 0.023645 | 3 | < 0.1% |
| 0.010812 | 3 | < 0.1% |
| Other values (8492) | 9168 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0.001289 | 1 | |
| 0.001881 | 1 | |
| 0.002073 | 1 | |
| 0.002284 | 1 | |
| 0.002516 | 1 |
| Value | Count | Frequency (%) |
| 99.870651 | 1 | |
| 99.230606 | 1 | |
| 98.880386 | 1 | |
| 97.605156 | 1 | |
| 87.751617 | 1 |
| Distinct | 9002 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 321 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.164413809 |
|---|---|
| Minimum | 4 × 105 |
| Maximum | 980.85419 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 4 × 105 |
|---|---|
| 5-th percentile | 0.015551 |
| Q1 | 0.22925 |
| median | 0.95672 |
| Q3 | 2.897175 |
| 95-th percentile | 28.034941 |
| Maximum | 980.85419 |
| Range | 980.85415 |
| Interquartile range (IQR) | 2.667925 |
Descriptive statistics
| Standard deviation | 53.80796733 |
|---|---|
| Coefficient of variation (CV) | 5.871403065 |
| Kurtosis | 179.7338724 |
| Mean | 9.164413809 |
| Median Absolute Deviation (MAD) | 0.86919 |
| Skewness | 12.56040954 |
| Sum | 84706.67684 |
| Variance | 2895.297348 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.06071 | 4 | < 0.1% |
| 0.0018 | 3 | < 0.1% |
| 0.08753 | 3 | < 0.1% |
| 0.00102 | 3 | < 0.1% |
| 0.00037 | 3 | < 0.1% |
| 0.0002 | 3 | < 0.1% |
| 0.00011 | 3 | < 0.1% |
| 0.02164 | 3 | < 0.1% |
| 0.0241 | 3 | < 0.1% |
| 2.86343 | 3 | < 0.1% |
| Other values (8992) | 9212 | |
| (Missing) | 321 | 3.4% |
| Value | Count | Frequency (%) |
| 4 × 105 | 2 | |
| 6 × 105 | 1 | |
| 7 × 105 | 1 | |
| 8 × 105 | 1 | |
| 9 × 105 | 2 |
| Value | Count | Frequency (%) |
| 980.85419 | 1 | |
| 976.10132 | 1 | |
| 968.92084 | 1 | |
| 959.13239 | 1 | |
| 950.09515 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 74.8 KiB |
| LS+MCMC | |
|---|---|
| MCMC | |
| none | 369 |
| LS | 92 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.457862819 |
| Min length | 2 |
Characters and Unicode
| Total characters | 61763 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LS+MCMC |
|---|---|
| 2nd row | LS+MCMC |
| 3rd row | LS+MCMC |
| 4th row | LS+MCMC |
| 5th row | LS+MCMC |
| Value | Count | Frequency (%) |
| LS+MCMC | 7897 | |
| MCMC | 1206 | 12.6% |
| none | 369 | 3.9% |
| LS | 92 | 1.0% |
| Value | Count | Frequency (%) |
| ls+mcmc | 7897 | |
| mcmc | 1206 | 12.6% |
| none | 369 | 3.9% |
| ls | 92 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 18206 | |
| C | 18206 | |
| L | 7989 | |
| S | 7989 | |
| + | 7897 | |
| n | 738 | 1.2% |
| o | 369 | 0.6% |
| e | 369 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 52390 | |
| Math Symbol | 7897 | 12.8% |
| Lowercase Letter | 1476 | 2.4% |
Most frequent character per category
| Value | Count | Frequency (%) |
| M | 18206 | |
| C | 18206 | |
| L | 7989 | |
| S | 7989 |
| Value | Count | Frequency (%) |
| n | 738 | |
| o | 369 | |
| e | 369 |
| Value | Count | Frequency (%) |
| + | 7897 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 53866 | |
| Common | 7897 | 12.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| M | 18206 | |
| C | 18206 | |
| L | 7989 | |
| S | 7989 | |
| n | 738 | 1.4% |
| o | 369 | 0.7% |
| e | 369 | 0.7% |
| Value | Count | Frequency (%) |
| + | 7897 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 61763 |
Most frequent character per block
| Value | Count | Frequency (%) |
| M | 18206 | |
| C | 18206 | |
| L | 7989 | |
| S | 7989 | |
| + | 7897 | |
| n | 738 | 1.2% |
| o | 369 | 0.6% |
| e | 369 | 0.6% |
| Distinct | 2988 |
|---|---|
| Distinct (%) | 32.5% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.8917781 |
|---|---|
| Minimum | 0.08 |
| Maximum | 200346 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.08 |
|---|---|
| 5-th percentile | 0.76 |
| Q1 | 1.4 |
| median | 2.39 |
| Q3 | 14.93 |
| 95-th percentile | 87.21 |
| Maximum | 200346 |
| Range | 200345.92 |
| Interquartile range (IQR) | 13.53 |
Descriptive statistics
| Standard deviation | 3077.639126 |
|---|---|
| Coefficient of variation (CV) | 29.9114194 |
| Kurtosis | 2974.910711 |
| Mean | 102.8917781 |
| Median Absolute Deviation (MAD) | 1.31 |
| Skewness | 52.11895421 |
| Sum | 946707.25 |
| Variance | 9471862.591 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.08 | 39 | 0.4% |
| 1.21 | 39 | 0.4% |
| 1.19 | 39 | 0.4% |
| 1.18 | 38 | 0.4% |
| 1.5 | 37 | 0.4% |
| 1.14 | 36 | 0.4% |
| 1.39 | 36 | 0.4% |
| 1.12 | 36 | 0.4% |
| 1.57 | 36 | 0.4% |
| 1.3 | 35 | 0.4% |
| Other values (2978) | 8830 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0.08 | 1 | |
| 0.14 | 1 | |
| 0.18 | 1 | |
| 0.19 | 1 | |
| 0.22 | 1 |
| Value | Count | Frequency (%) |
| 200346 | 1 | |
| 161858 | 1 | |
| 109061 | 1 | |
| 64333.8 | 1 | |
| 46743.4 | 1 |
| Distinct | 3796 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2239887404 |
|---|---|
| Minimum | 0.0059 |
| Maximum | 44.9892 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.0059 |
|---|---|
| 5-th percentile | 0.0152 |
| Q1 | 0.0377 |
| median | 0.0851 |
| Q3 | 0.2144 |
| 95-th percentile | 1.0187 |
| Maximum | 44.9892 |
| Range | 44.9833 |
| Interquartile range (IQR) | 0.1767 |
Descriptive statistics
| Standard deviation | 0.5663594025 |
|---|---|
| Coefficient of variation (CV) | 2.528517289 |
| Kurtosis | 4243.011046 |
| Mean | 0.2239887404 |
| Median Absolute Deviation (MAD) | 0.0589 |
| Skewness | 54.10548219 |
| Sum | 2060.9204 |
| Variance | 0.3207629729 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0203 | 21 | 0.2% |
| 0.0136 | 20 | 0.2% |
| 0.0163 | 18 | 0.2% |
| 0.0128 | 17 | 0.2% |
| 0.0153 | 17 | 0.2% |
| 0.0147 | 16 | 0.2% |
| 0.0276 | 16 | 0.2% |
| 0.0134 | 16 | 0.2% |
| 0.0241 | 16 | 0.2% |
| 0.0155 | 15 | 0.2% |
| Other values (3786) | 9029 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0.0059 | 1 | |
| 0.0065 | 2 | |
| 0.0072 | 1 | |
| 0.0073 | 1 | |
| 0.008 | 2 |
| Value | Count | Frequency (%) |
| 44.9892 | 1 | |
| 2.9456 | 1 | |
| 2.8364 | 1 | |
| 2.634 | 1 | |
| 2.4144 | 1 |
| Distinct | 2260 |
|---|---|
| Distinct (%) | 24.6% |
| Missing | 364 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.46914674 |
|---|---|
| Minimum | 2.29 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 2.29 |
|---|---|
| 5-th percentile | 46.4145 |
| Q1 | 83.92 |
| median | 88.5 |
| Q3 | 89.77 |
| 95-th percentile | 89.97 |
| Maximum | 90 |
| Range | 87.71 |
| Interquartile range (IQR) | 5.85 |
Descriptive statistics
| Standard deviation | 15.22362696 |
|---|---|
| Coefficient of variation (CV) | 0.1845978473 |
| Kurtosis | 9.247774892 |
| Mean | 82.46914674 |
| Median Absolute Deviation (MAD) | 1.45 |
| Skewness | -3.04344561 |
| Sum | 758716.15 |
| Variance | 231.7588178 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 89.95 | 879 | 9.2% |
| 89.99 | 181 | 1.9% |
| 89.98 | 131 | 1.4% |
| 89.38 | 130 | 1.4% |
| 90 | 123 | 1.3% |
| 89.97 | 109 | 1.1% |
| 89.96 | 86 | 0.9% |
| 89.93 | 86 | 0.9% |
| 89.94 | 72 | 0.8% |
| 88.81 | 62 | 0.6% |
| Other values (2250) | 7341 | |
| (Missing) | 364 | 3.8% |
| Value | Count | Frequency (%) |
| 2.29 | 1 | |
| 5.26 | 1 | |
| 5.58 | 1 | |
| 5.73 | 1 | |
| 6.71 | 1 |
| Value | Count | Frequency (%) |
| 90 | 123 | |
| 89.99 | 181 | |
| 89.98 | 131 | |
| 89.97 | 109 | |
| 89.96 | 86 |
| Distinct | 2511 |
|---|---|
| Distinct (%) | 27.3% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1085.385828 |
|---|---|
| Minimum | 25 |
| Maximum | 14667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 256 |
| Q1 | 539 |
| median | 878 |
| Q3 | 1379 |
| 95-th percentile | 2545 |
| Maximum | 14667 |
| Range | 14642 |
| Interquartile range (IQR) | 840 |
Descriptive statistics
| Standard deviation | 856.3511615 |
|---|---|
| Coefficient of variation (CV) | 0.7889831797 |
| Kurtosis | 27.68759662 |
| Mean | 1085.385828 |
| Median Absolute Deviation (MAD) | 388 |
| Skewness | 3.505694051 |
| Sum | 9986635 |
| Variance | 733337.3118 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 734 | 14 | 0.1% |
| 523 | 14 | 0.1% |
| 530 | 14 | 0.1% |
| 729 | 14 | 0.1% |
| 554 | 14 | 0.1% |
| 568 | 13 | 0.1% |
| 321 | 13 | 0.1% |
| 503 | 13 | 0.1% |
| 676 | 13 | 0.1% |
| 830 | 13 | 0.1% |
| Other values (2501) | 9066 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 25 | 1 | |
| 92 | 1 | |
| 94 | 1 | |
| 101 | 1 | |
| 106 | 1 |
| Value | Count | Frequency (%) |
| 14667 | 1 | |
| 13184 | 1 | |
| 11804 | 1 | |
| 10634 | 1 | |
| 10340 | 1 |
| Distinct | 7801 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 321 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7745.737023 |
|---|---|
| Minimum | 0 |
| Maximum | 10947554.55 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.021 |
| Q1 | 20.15 |
| median | 141.6 |
| Q3 | 870.29 |
| 95-th percentile | 10018.065 |
| Maximum | 10947554.55 |
| Range | 10947554.55 |
| Interquartile range (IQR) | 850.14 |
Descriptive statistics
| Standard deviation | 159204.6652 |
|---|---|
| Coefficient of variation (CV) | 20.55384333 |
| Kurtosis | 2965.678172 |
| Mean | 7745.737023 |
| Median Absolute Deviation (MAD) | 138.95 |
| Skewness | 49.94777667 |
| Sum | 71593847.3 |
| Variance | 2.534612542 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.35 | 11 | 0.1% |
| 1.28 | 11 | 0.1% |
| 0.52 | 10 | 0.1% |
| 0.58 | 10 | 0.1% |
| 0.45 | 9 | 0.1% |
| 0.47 | 9 | 0.1% |
| 0.51 | 9 | 0.1% |
| 0.74 | 9 | 0.1% |
| 0.8 | 9 | 0.1% |
| 0.81 | 9 | 0.1% |
| Other values (7791) | 9147 | |
| (Missing) | 321 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.02 | 2 | |
| 0.03 | 4 | |
| 0.04 | 2 | |
| 0.06 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10947554.55 | 1 | |
| 7165673.12 | 1 | |
| 4601339.96 | 1 | |
| 3036857.56 | 1 | |
| 2710661.9 | 1 |
| Distinct | 6210 |
|---|---|
| Distinct (%) | 67.5% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.73633334 |
|---|---|
| Minimum | 0.373 |
| Maximum | 79614 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.373 |
|---|---|
| 5-th percentile | 1.46 |
| Q1 | 5.358 |
| median | 15.46 |
| Q3 | 45.37 |
| 95-th percentile | 321.6 |
| Maximum | 79614 |
| Range | 79613.627 |
| Interquartile range (IQR) | 40.012 |
Descriptive statistics
| Standard deviation | 845.2745977 |
|---|---|
| Coefficient of variation (CV) | 11.01531127 |
| Kurtosis | 8523.872348 |
| Mean | 76.73633334 |
| Median Absolute Deviation (MAD) | 12.408 |
| Skewness | 90.61673425 |
| Sum | 706051.0031 |
| Variance | 714489.1455 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 28.2 | 10 | 0.1% |
| 23.2 | 9 | 0.1% |
| 24.7 | 9 | 0.1% |
| 6.19 | 9 | 0.1% |
| 25 | 8 | 0.1% |
| 21.2 | 8 | 0.1% |
| 22 | 8 | 0.1% |
| 21.6 | 8 | 0.1% |
| 28 | 7 | 0.1% |
| 26.6 | 7 | 0.1% |
| Other values (6200) | 9118 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0.373 | 1 | |
| 0.386 | 1 | |
| 0.56 | 1 | |
| 0.9515 | 1 | |
| 0.977 | 1 |
| Value | Count | Frequency (%) |
| 79614 | 1 | |
| 2421.7 | 1 | |
| 2273 | 1 | |
| 2188 | 1 | |
| 2162.9 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Memory size | 74.8 KiB |
| Claret (2011 A&A 529 75) ATLAS LS |
|---|
Length
| Max length | 33 |
|---|---|
| Median length | 33 |
| Mean length | 33 |
| Min length | 33 |
Characters and Unicode
| Total characters | 303633 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Claret (2011 A&A 529 75) ATLAS LS |
|---|---|
| 2nd row | Claret (2011 A&A 529 75) ATLAS LS |
| 3rd row | Claret (2011 A&A 529 75) ATLAS LS |
| 4th row | Claret (2011 A&A 529 75) ATLAS LS |
| 5th row | Claret (2011 A&A 529 75) ATLAS LS |
| Value | Count | Frequency (%) |
| Claret (2011 A&A 529 75) ATLAS LS | 9201 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| atlas | 9201 | |
| ls | 9201 | |
| a&a | 9201 | |
| 529 | 9201 | |
| claret | 9201 | |
| 2011 | 9201 | |
| 75 | 9201 |
Most occurring characters
| Value | Count | Frequency (%) |
| 55206 | ||
| A | 36804 | 12.1% |
| 2 | 18402 | 6.1% |
| 1 | 18402 | 6.1% |
| 5 | 18402 | 6.1% |
| L | 18402 | 6.1% |
| S | 18402 | 6.1% |
| C | 9201 | 3.0% |
| l | 9201 | 3.0% |
| a | 9201 | 3.0% |
| Other values (10) | 92010 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 92010 | |
| Decimal Number | 82809 | |
| Space Separator | 55206 | |
| Lowercase Letter | 46005 | |
| Open Punctuation | 9201 | 3.0% |
| Other Punctuation | 9201 | 3.0% |
| Close Punctuation | 9201 | 3.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 18402 | |
| 1 | 18402 | |
| 5 | 18402 | |
| 0 | 9201 | |
| 9 | 9201 | |
| 7 | 9201 |
| Value | Count | Frequency (%) |
| A | 36804 | |
| L | 18402 | |
| S | 18402 | |
| C | 9201 | 10.0% |
| T | 9201 | 10.0% |
| Value | Count | Frequency (%) |
| l | 9201 | |
| a | 9201 | |
| r | 9201 | |
| e | 9201 | |
| t | 9201 |
| Value | Count | Frequency (%) |
| 55206 |
| Value | Count | Frequency (%) |
| ( | 9201 |
| Value | Count | Frequency (%) |
| & | 9201 |
| Value | Count | Frequency (%) |
| ) | 9201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 165618 | |
| Latin | 138015 |
Most frequent character per script
| Value | Count | Frequency (%) |
| A | 36804 | |
| L | 18402 | |
| S | 18402 | |
| C | 9201 | 6.7% |
| l | 9201 | 6.7% |
| a | 9201 | 6.7% |
| r | 9201 | 6.7% |
| e | 9201 | 6.7% |
| t | 9201 | 6.7% |
| T | 9201 | 6.7% |
| Value | Count | Frequency (%) |
| 55206 | ||
| 2 | 18402 | 11.1% |
| 1 | 18402 | 11.1% |
| 5 | 18402 | 11.1% |
| ( | 9201 | 5.6% |
| 0 | 9201 | 5.6% |
| & | 9201 | 5.6% |
| 9 | 9201 | 5.6% |
| 7 | 9201 | 5.6% |
| ) | 9201 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 303633 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 55206 | ||
| A | 36804 | 12.1% |
| 2 | 18402 | 6.1% |
| 1 | 18402 | 6.1% |
| 5 | 18402 | 6.1% |
| L | 18402 | 6.1% |
| S | 18402 | 6.1% |
| C | 9201 | 3.0% |
| l | 9201 | 3.0% |
| a | 9201 | 3.0% |
| Other values (10) | 92010 |
| Distinct | 1080 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2544391044 |
|---|---|
| Minimum | -0.1206 |
| Maximum | 0.4822 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | -0.1206 |
|---|---|
| 5-th percentile | 0.1171 |
| Q1 | 0.2286 |
| median | 0.2711 |
| Q3 | 0.2998 |
| 95-th percentile | 0.318 |
| Maximum | 0.4822 |
| Range | 0.6028 |
| Interquartile range (IQR) | 0.0712 |
Descriptive statistics
| Standard deviation | 0.06480594611 |
|---|---|
| Coefficient of variation (CV) | 0.2547012035 |
| Kurtosis | 2.505361272 |
| Mean | 0.2544391044 |
| Median Absolute Deviation (MAD) | 0.0318 |
| Skewness | -1.218318243 |
| Sum | 2341.0942 |
| Variance | 0.004199810651 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2622 | 251 | 2.6% |
| 0.2889 | 246 | 2.6% |
| 0.2676 | 207 | 2.2% |
| 0.2916 | 194 | 2.0% |
| 0.2787 | 185 | 1.9% |
| 0.302 | 170 | 1.8% |
| 0.2602 | 167 | 1.7% |
| 0.2291 | 161 | 1.7% |
| 0.2965 | 156 | 1.6% |
| 0.2865 | 145 | 1.5% |
| Other values (1070) | 7319 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| -0.1206 | 3 | |
| -0.1204 | 1 | < 0.1% |
| -0.1198 | 1 | < 0.1% |
| -0.1193 | 1 | < 0.1% |
| -0.1158 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.4822 | 1 | < 0.1% |
| 0.464 | 2 | < 0.1% |
| 0.4515 | 1 | < 0.1% |
| 0.4467 | 1 | < 0.1% |
| 0.4418 | 15 |
| Distinct | 1322 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 363 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4076165417 |
|---|---|
| Minimum | 0.1254 |
| Maximum | 0.9486 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 74.8 KiB |
Quantile statistics
| Minimum | 0.1254 |
|---|---|
| 5-th percentile | 0.2736 |
| Q1 | 0.3268 |
| median | 0.392 |
| Q3 | 0.4641 |
| 95-th percentile | 0.6188 |
| Maximum | 0.9486 |
| Range | 0.8232 |
| Interquartile range (IQR) | 0.1373 |
Descriptive statistics
| Standard deviation | 0.1060755203 |
|---|---|
| Coefficient of variation (CV) | 0.2602336006 |
| Kurtosis | 0.9216967819 |
| Mean | 0.4076165417 |
| Median Absolute Deviation (MAD) | 0.0682 |
| Skewness | 0.9110793731 |
| Sum | 3750.4798 |
| Variance | 0.011252016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4035 | 250 | 2.6% |
| 0.3511 | 244 | 2.6% |
| 0.3928 | 207 | 2.2% |
| 0.3447 | 196 | 2.0% |
| 0.319 | 169 | 1.8% |
| 0.4096 | 165 | 1.7% |
| 0.4603 | 160 | 1.7% |
| 0.3342 | 154 | 1.6% |
| 0.3728 | 148 | 1.5% |
| 0.4526 | 143 | 1.5% |
| Other values (1312) | 7365 | |
| (Missing) | 363 | 3.8% |
| Value | Count | Frequency (%) |
| 0.1254 | 1 | |
| 0.1278 | 1 | |
| 0.1504 | 2 | |
| 0.163 | 2 | |
| 0.1631 | 1 |
| Value | Count | Frequency (%) |
| 0.9486 | 1 | < 0.1% |
| 0.9443 | 1 | < 0.1% |
| 0.9428 | 1 | < 0.1% |
| 0.9389 | 3 | |
| 0.9386 | 1 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 74.8 KiB |
| q1_q17_dr25_koi | |
|---|---|
| q1_q16_koi | |
| q1_q17_dr24_koi | 368 |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 14.40296947 |
| Min length | 10 |
Characters and Unicode
| Total characters | 137750 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | q1_q17_dr25_koi |
|---|---|
| 2nd row | q1_q17_dr25_koi |
| 3rd row | q1_q17_dr25_koi |
| 4th row | q1_q17_dr25_koi |
| 5th row | q1_q17_dr25_koi |
| Value | Count | Frequency (%) |
| q1_q17_dr25_koi | 8054 | |
| q1_q16_koi | 1142 | 11.9% |
| q1_q17_dr24_koi | 368 | 3.8% |
| Value | Count | Frequency (%) |
| q1_q17_dr25_koi | 8054 | |
| q1_q16_koi | 1142 | 11.9% |
| q1_q17_dr24_koi | 368 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 27550 | |
| q | 19128 | |
| 1 | 19128 | |
| k | 9564 | 6.9% |
| o | 9564 | 6.9% |
| i | 9564 | 6.9% |
| 7 | 8422 | 6.1% |
| d | 8422 | 6.1% |
| r | 8422 | 6.1% |
| 2 | 8422 | 6.1% |
| Other values (3) | 9564 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 64664 | |
| Decimal Number | 45536 | |
| Connector Punctuation | 27550 |
Most frequent character per category
| Value | Count | Frequency (%) |
| q | 19128 | |
| k | 9564 | |
| o | 9564 | |
| i | 9564 | |
| d | 8422 | |
| r | 8422 |
| Value | Count | Frequency (%) |
| 1 | 19128 | |
| 7 | 8422 | |
| 2 | 8422 | |
| 5 | 8054 | |
| 6 | 1142 | 2.5% |
| 4 | 368 | 0.8% |
| Value | Count | Frequency (%) |
| _ | 27550 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 73086 | |
| Latin | 64664 |
Most frequent character per script
| Value | Count | Frequency (%) |
| _ | 27550 | |
| 1 | 19128 | |
| 7 | 8422 | 11.5% |
| 2 | 8422 | 11.5% |
| 5 | 8054 | 11.0% |
| 6 | 1142 | 1.6% |
| 4 | 368 | 0.5% |
| Value | Count | Frequency (%) |
| q | 19128 | |
| k | 9564 | |
| o | 9564 | |
| i | 9564 | |
| d | 8422 | |
| r | 8422 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 137750 |
Most frequent character per block
| Value | Count | Frequency (%) |
| _ | 27550 | |
| q | 19128 | |
| 1 | 19128 | |
| k | 9564 | 6.9% |
| o | 9564 | 6.9% |
| i | 9564 | 6.9% |
| 7 | 8422 | 6.1% |
| d | 8422 | 6.1% |
| r | 8422 | 6.1% |
| 2 | 8422 | 6.1% |
| Other values (3) | 9564 | 6.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| koi_period | koi_time0bk | koi_time0 | koi_impact | koi_duration | koi_depth | koi_ror | koi_srho | koi_fittype | koi_prad | koi_sma | koi_incl | koi_teq | koi_insol | koi_dor | koi_limbdark_mod | koi_ldm_coeff2 | koi_ldm_coeff1 | koi_parm_prov | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9.488036 | 170.538750 | 2455003.539 | 0.146 | 2.95750 | 616.0 | 0.022344 | 3.20796 | LS+MCMC | 2.26 | 0.0853 | 89.66 | 793.0 | 93.59 | 24.810 | Claret (2011 A&A 529 75) ATLAS LS | 0.2291 | 0.4603 | q1_q17_dr25_koi |
| 1 | 54.418383 | 162.513840 | 2454995.514 | 0.586 | 4.50700 | 875.0 | 0.027954 | 3.02368 | LS+MCMC | 2.83 | 0.2734 | 89.57 | 443.0 | 9.11 | 77.900 | Claret (2011 A&A 529 75) ATLAS LS | 0.2291 | 0.4603 | q1_q17_dr25_koi |
| 2 | 19.899140 | 175.850252 | 2455008.850 | 0.969 | 1.78220 | 10800.0 | 0.154046 | 7.29555 | LS+MCMC | 14.60 | 0.1419 | 88.96 | 638.0 | 39.30 | 53.500 | Claret (2011 A&A 529 75) ATLAS LS | 0.2711 | 0.3858 | q1_q17_dr25_koi |
| 3 | 1.736952 | 170.307565 | 2455003.308 | 1.276 | 2.40641 | 8080.0 | 0.387394 | 0.22080 | LS+MCMC | 33.46 | 0.0267 | 67.09 | 1395.0 | 891.96 | 3.278 | Claret (2011 A&A 529 75) ATLAS LS | 0.2865 | 0.3556 | q1_q17_dr25_koi |
| 4 | 2.525592 | 171.595550 | 2455004.596 | 0.701 | 1.65450 | 603.0 | 0.024064 | 1.98635 | LS+MCMC | 2.75 | 0.0374 | 85.41 | 1406.0 | 926.16 | 8.750 | Claret (2011 A&A 529 75) ATLAS LS | 0.2844 | 0.3661 | q1_q17_dr25_koi |
| 5 | 11.094321 | 171.201160 | 2455004.201 | 0.538 | 4.59450 | 1520.0 | 0.036779 | 0.67324 | LS+MCMC | 3.90 | 0.0992 | 88.11 | 835.0 | 114.81 | 16.360 | Claret (2011 A&A 529 75) ATLAS LS | 0.2889 | 0.3511 | q1_q17_dr25_koi |
| 6 | 4.134435 | 172.979370 | 2455005.979 | 0.762 | 3.14020 | 686.0 | 0.026133 | 0.37377 | LS+MCMC | 2.77 | 0.0514 | 83.72 | 1160.0 | 427.65 | 6.960 | Claret (2011 A&A 529 75) ATLAS LS | 0.2889 | 0.3511 | q1_q17_dr25_koi |
| 7 | 2.566589 | 179.554370 | 2455012.554 | 0.755 | 2.42900 | 227.0 | 0.014983 | 0.48909 | LS+MCMC | 1.59 | 0.0374 | 82.17 | 1360.0 | 807.74 | 5.540 | Claret (2011 A&A 529 75) ATLAS LS | 0.2889 | 0.3511 | q1_q17_dr25_koi |
| 8 | 7.361790 | 132.250530 | 2454965.251 | 1.169 | 5.02200 | 234.0 | 0.183387 | 0.00485 | LS+MCMC | 39.21 | 0.0820 | 60.92 | 1342.0 | 767.22 | 2.400 | Claret (2011 A&A 529 75) ATLAS LS | 0.3050 | 0.3201 | q1_q17_dr25_koi |
| 9 | 16.068647 | 173.621937 | 2455006.622 | 0.052 | 3.53470 | 4910.0 | 0.062161 | 3.66590 | LS+MCMC | 5.76 | 0.1158 | 89.92 | 600.0 | 30.75 | 36.850 | Claret (2011 A&A 529 75) ATLAS LS | 0.1451 | 0.5820 | q1_q17_dr25_koi |
Last rows
| koi_period | koi_time0bk | koi_time0 | koi_impact | koi_duration | koi_depth | koi_ror | koi_srho | koi_fittype | koi_prad | koi_sma | koi_incl | koi_teq | koi_insol | koi_dor | koi_limbdark_mod | koi_ldm_coeff2 | koi_ldm_coeff1 | koi_parm_prov | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9554 | 330.808790 | 281.156800 | 2455114.157 | 0.920 | 21.6690 | 275.0 | 0.018286 | 0.02293 | LS+MCMC | 2.13 | 0.9363 | 88.97 | 290.0 | 1.67 | 51.000 | Claret (2011 A&A 529 75) ATLAS LS | 0.3032 | 0.3147 | q1_q17_dr25_koi |
| 9555 | 522.646130 | 190.338900 | 2455023.339 | 0.007 | 17.7700 | 648.0 | 0.022942 | 0.84129 | LS+MCMC | 0.80 | 0.8695 | 90.00 | 92.0 | 0.02 | 230.000 | Claret (2011 A&A 529 75) ATLAS LS | 0.3775 | 0.3402 | q1_q17_dr25_koi |
| 9556 | 392.942470 | 383.673000 | 2455216.673 | 0.010 | 11.0550 | 120.0 | 0.010146 | 2.52821 | LS+MCMC | 1.60 | 1.0123 | 90.00 | 347.0 | 3.43 | 274.000 | Claret (2011 A&A 529 75) ATLAS LS | 0.2998 | 0.2903 | q1_q17_dr25_koi |
| 9557 | 373.893980 | 261.496800 | 2455094.497 | 0.963 | 27.6600 | 730.0 | 0.032878 | 0.00771 | LS+MCMC | 2.51 | 0.8885 | 88.57 | 206.0 | 0.42 | 38.500 | Claret (2011 A&A 529 75) ATLAS LS | 0.2337 | 0.4535 | q1_q17_dr25_koi |
| 9558 | 8.589871 | 132.016100 | 2454965.016 | 0.765 | 4.8060 | 87.7 | 0.009364 | 0.18863 | LS+MCMC | 1.11 | 0.0779 | 85.14 | 929.0 | 176.40 | 9.030 | Claret (2011 A&A 529 75) ATLAS LS | 0.2711 | 0.3858 | q1_q17_dr25_koi |
| 9559 | 0.527699 | 131.705093 | 2454964.705 | 1.252 | 3.2221 | 1580.0 | 0.297633 | 0.16318 | LS+MCMC | 29.35 | 0.0128 | 20.78 | 2088.0 | 4500.53 | 1.339 | Claret (2011 A&A 529 75) ATLAS LS | 0.2602 | 0.4096 | q1_q17_dr25_koi |
| 9560 | 1.739849 | 133.001270 | 2454966.001 | 0.043 | 3.1140 | 48.5 | 0.006379 | 0.50770 | LS+MCMC | 0.72 | 0.0290 | 89.42 | 1608.0 | 1585.81 | 4.331 | Claret (2011 A&A 529 75) ATLAS LS | 0.2868 | 0.3588 | q1_q17_dr25_koi |
| 9561 | 0.681402 | 132.181750 | 2454965.182 | 0.147 | 0.8650 | 104.0 | 0.009444 | 8.97692 | LS+MCMC | 1.07 | 0.0157 | 88.60 | 2218.0 | 5713.41 | 6.040 | Claret (2011 A&A 529 75) ATLAS LS | 0.3029 | 0.3239 | q1_q17_dr25_koi |
| 9562 | 333.486169 | 153.615010 | 2454986.615 | 0.214 | 3.1990 | 639.0 | 0.022590 | 85.88623 | LS+MCMC | 19.30 | 1.2233 | 89.98 | 557.0 | 22.68 | 796.000 | Claret (2011 A&A 529 75) ATLAS LS | 0.1697 | 0.5559 | q1_q17_dr25_koi |
| 9563 | 4.856035 | 135.993300 | 2454968.993 | 0.134 | 3.0780 | 76.7 | 0.008076 | 1.40645 | LS+MCMC | 1.05 | 0.0606 | 89.36 | 1266.0 | 607.42 | 12.060 | Claret (2011 A&A 529 75) ATLAS LS | 0.3138 | 0.2998 | q1_q17_dr25_koi |